Publications by authors named "Enzo Ferrante"

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Predicting cardiovascular disease risk using retinal optical coherence tomography imaging.
Cynthia Maldonado-Garcia, Rodrigo Bonazzola, Enzo Ferrante, Thomas H Julian, Panagiotis I Sergouniotis

Front Artif Intell· December 2025

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Supervision by Denoising.
Sean I Young, Adrian V Dalca, Enzo Ferrante, Polina Golland, Christopher A Metzler

IEEE Trans Pattern Anal Mach Intell· September 2025

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Towards reliable WMH segmentation under domain shift: An application study using maximum entropy regularization to improve uncertainty estimation.
Franco Matzkin, Agostina Larrazabal, Diego H Milone, Jose Dolz, Enzo Ferrante

Comput Biol Med· September 2025

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Multi-view hybrid graph convolutional network for volume-to-mesh reconstruction in cardiovascular MRI.
Nicolás Gaggion, Benjamin A Matheson, Yan Xia, Rodrigo Bonazzola, Nishant Ravikumar, Enzo Ferrante

Med Image Anal· August 2025

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The transcription factor NF-YA10 determines the area explored by Arabidopsis thaliana roots and directly regulates LAZY genes.
Andana Barrios, Nicolas Gaggion, Natanael Mansilla, Thomas Blein, Céline Sorin, Enzo Ferrante

Plant J· March 2025

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Class imbalance on medical image classification: towards better evaluation practices for discrimination and calibration performance.
Candelaria Mosquera, Luciana Ferrer, Diego H Milone, Daniel Luna, Enzo Ferrante

Eur Radiol· December 2024

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Improving Endoscopy Lesion Classification Using Self-Supervised Deep Learning.
Ines Lopes, Maria Vakalopoulou, Enzo Ferrante, Diogo Libanio, Mario Dinis-Ribeiro

Annu Int Conf IEEE Eng Med Biol Soc· July 2024

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CheXmask: a large-scale dataset of anatomical segmentation masks for multi-center chest x-ray images.
Nicolás Gaggion, Candelaria Mosquera, Lucas Mansilla, Julia Mariel Saidman, Martina Aineseder, Enzo Ferrante

Sci Data· May 2024

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Assessing robustness and generalization of a deep neural network for brain MS lesion segmentation on real-world data.
Hernán Chaves, María M Serra, Diego E Shalom, Pilar Ananía, Fernanda Rueda, Enzo Ferrante

Eur Radiol· March 2024

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Unsupervised ensemble-based phenotyping enhances discoverability of genes related to left-ventricular morphology.
Rodrigo Bonazzola, Enzo Ferrante, Nishant Ravikumar, Yan Xia, Bernard Keavney

Nat Mach Intell· March 2024

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Deep net detection and onset prediction of electrographic seizure patterns in responsive neurostimulation.
Victoria Peterson, Vasileios Kokkinos, Enzo Ferrante, Ashley Walton, Timon Merk

Epilepsia· August 2023

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Improving Anatomical Plausibility in Medical Image Segmentation via Hybrid Graph Neural Networks: Applications to Chest X-Ray Analysis.
Nicolas Gaggion, Lucas Mansilla, Candelaria Mosquera, Diego H Milone, Enzo Ferrante

IEEE Trans Med Imaging· February 2023

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Addressing fairness in artificial intelligence for medical imaging.
María Agustina Ricci Lara, Rodrigo Echeveste, Enzo Ferrante

Nat Commun· August 2022

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Bridging physiological and perceptual views of autism by means of sampling-based Bayesian inference.
Rodrigo Echeveste, Enzo Ferrante, Diego H Milone, Inés Samengo

Netw Neurosci· February 2022

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On the relationship between research parasites and fairness in machine learning: challenges and opportunities.
Nicolás Nieto, Agostina Larrazabal, Victoria Peterson, Diego H Milone, Enzo Ferrante

Gigascience· December 2021

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Left Ventricle Quantification Challenge: A Comprehensive Comparison and Evaluation of Segmentation and Regression for Mid-Ventricular Short-Axis Cardiac MR Data.
Wufeng Xue, Jiahui Li, Zhiqiang Hu, Eric Kerfoot, James Clough, Enzo Ferrante

IEEE J Biomed Health Inform· September 2021

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AutoImplant 2020-First MICCAI Challenge on Automatic Cranial Implant Design.
Jianning Li, Pedro Pimentel, Angelika Szengel, Moritz Ehlke, Hans Lamecker, Enzo Ferrante

IEEE Trans Med Imaging· September 2021

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ChronoRoot: High-throughput phenotyping by deep segmentation networks reveals novel temporal parameters of plant root system architecture.
Nicolás Gaggion, Federico Ariel, Vladimir Daric, Éric Lambert, Simon Legendre, Enzo Ferrante

Gigascience· July 2021

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Post-DAE: Anatomically Plausible Segmentation via Post-Processing With Denoising Autoencoders.
Agostina J Larrazabal, Cesar Martinez, Ben Glocker, Enzo Ferrante

IEEE Trans Med Imaging· December 2020

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Gender imbalance in medical imaging datasets produces biased classifiers for computer-aided diagnosis.
Agostina J Larrazabal, Nicolás Nieto, Victoria Peterson, Diego H Milone, Enzo Ferrante

Proc Natl Acad Sci U S A· June 2020

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Multiclass semantic segmentation and quantification of traumatic brain injury lesions on head CT using deep learning: an algorithm development and multicentre validation study.
Miguel Monteiro, Virginia F J Newcombe, Francois Mathieu, Krishma Adatia, Konstantinos Kamnitsas, Enzo Ferrante

Lancet Digit Health· June 2020

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Learning deformable registration of medical images with anatomical constraints.
Lucas Mansilla, Diego H Milone, Enzo Ferrante

Neural Netw· April 2020

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Hierarchical Template Matching for 3D Myocardial Tracking and Cardiac Strain Estimation.
Jayendra M Bhalodiya, Arnab Palit, Enzo Ferrante, Manoj K Tiwari, Sunil K Bhudia

Sci Rep· August 2019

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Weakly Supervised Learning of Metric Aggregations for Deformable Image Registration.
Enzo Ferrante, Puneet Kumar Dokania, Rafael Marini Silva, Nikos Paragios

IEEE J Biomed Health Inform· July 2019

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Disease prediction using graph convolutional networks: Application to Autism Spectrum Disorder and Alzheimer's disease.
Sarah Parisot, Sofia Ira Ktena, Enzo Ferrante, Matthew Lee, Ricardo Guerrero

Med Image Anal· August 2018

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